Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 1628 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.0 MiB |
| Average record size in memory | 647.2 B |
Variable types
| NUM | 15 |
|---|---|
| CAT | 11 |
| BOOL | 3 |
Reproduction
| Analysis started | 2020-06-22 14:20:07.967588 |
|---|---|
| Analysis finished | 2020-06-22 14:20:47.634933 |
| Duration | 39.67 seconds |
| Version | pandas-profiling v2.7.1 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Behaviour has constant value "1" | Constant |
JobRole is highly correlated with Department | High correlation |
Department is highly correlated with JobRole | High correlation |
Id is uniformly distributed | Uniform |
Id has unique values | Unique |
NumCompaniesWorked has 198 (12.2%) zeros | Zeros |
TrainingTimesLastYear has 74 (4.5%) zeros | Zeros |
YearsAtCompany has 73 (4.5%) zeros | Zeros |
YearsInCurrentRole has 361 (22.2%) zeros | Zeros |
YearsSinceLastPromotion has 696 (42.8%) zeros | Zeros |
YearsWithCurrManager has 414 (25.4%) zeros | Zeros |
| Distinct count | 1628 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 814.5 |
|---|---|
| Minimum | 1 |
| Maximum | 1628 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 82.35 |
| Q1 | 407.75 |
| median | 814.5 |
| Q3 | 1221.25 |
| 95-th percentile | 1546.65 |
| Maximum | 1628 |
| Range | 1627 |
| Interquartile range (IQR) | 813.5 |
Descriptive statistics
| Standard deviation | 470.1074345 |
|---|---|
| Coefficient of variation (CV) | 0.577173032 |
| Kurtosis | -1.2 |
| Mean | 814.5 |
| Median Absolute Deviation (MAD) | 407 |
| Skewness | 0 |
| Sum | 1326006 |
| Variance | 221001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1627 | 1 | 0.1% | |
| 1092 | 1 | 0.1% | |
| 1072 | 1 | 0.1% | |
| 1074 | 1 | 0.1% | |
| 1076 | 1 | 0.1% | |
| 1078 | 1 | 0.1% | |
| 1080 | 1 | 0.1% | |
| 1082 | 1 | 0.1% | |
| 1084 | 1 | 0.1% | |
| 1086 | 1 | 0.1% | |
| Other values (1618) | 1618 | 99.4% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1628 | 1 | 0.1% | |
| 1627 | 1 | 0.1% | |
| 1626 | 1 | 0.1% | |
| 1625 | 1 | 0.1% | |
| 1624 | 1 | 0.1% |
Age
Real number (ℝ≥0)
| Distinct count | 43 |
|---|---|
| Unique (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.6455773955774 |
|---|---|
| Minimum | 18 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 29 |
| median | 34 |
| Q3 | 42 |
| 95-th percentile | 53 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.481794355 |
|---|---|
| Coefficient of variation (CV) | 0.2660019853 |
| Kurtosis | -0.4843929692 |
| Mean | 35.6455774 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4315411626 |
| Sum | 58031 |
| Variance | 89.90442419 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 31 | 92 | 5.7% | |
| 29 | 85 | 5.2% | |
| 35 | 80 | 4.9% | |
| 34 | 73 | 4.5% | |
| 30 | 70 | 4.3% | |
| 26 | 68 | 4.2% | |
| 32 | 65 | 4.0% | |
| 33 | 60 | 3.7% | |
| 28 | 58 | 3.6% | |
| 36 | 55 | 3.4% | |
| Other values (33) | 922 | 56.6% |
| Value | Count | Frequency (%) | |
| 18 | 13 | 0.8% | |
| 19 | 23 | 1.4% | |
| 20 | 27 | 1.7% | |
| 21 | 30 | 1.8% | |
| 22 | 13 | 0.8% |
| Value | Count | Frequency (%) | |
| 60 | 3 | 0.2% | |
| 59 | 8 | 0.5% | |
| 58 | 15 | 0.9% | |
| 57 | 3 | 0.2% | |
| 56 | 9 | 0.6% |
Attrition
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 843 | 51.8% | |
| 1 | 785 | 48.2% |
BusinessTravel
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel | 120 |
| Value | Count | Frequency (%) | |
| Travel_Rarely | 1105 | 67.9% | |
| Travel_Frequently | 403 | 24.8% | |
| Non-Travel | 120 | 7.4% |
Length
| Max length | 17 |
|---|---|
| Mean length | 13.76904177 |
| Min length | 10 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 11 | 64.7% | |
| Uppercase_Letter | 4 | 23.5% | |
| Dash_Punctuation | 1 | 5.9% | |
| Connector_Punctuation | 1 | 5.9% |
| Value | Count | Frequency (%) | |
| Latin | 15 | 88.2% | |
| Common | 2 | 11.8% |
| Value | Count | Frequency (%) | |
| ASCII | 17 | 100.0% |
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 81 |
| Value | Count | Frequency (%) | |
| Research & Development | 979 | 60.1% | |
| Sales | 568 | 34.9% | |
| Human Resources | 81 | 5.0% |
Length
| Max length | 22 |
|---|---|
| Mean length | 15.72051597 |
| Min length | 5 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 14 | 70.0% | |
| Uppercase_Letter | 4 | 20.0% | |
| Space_Separator | 1 | 5.0% | |
| Other_Punctuation | 1 | 5.0% |
| Value | Count | Frequency (%) | |
| Latin | 18 | 90.0% | |
| Common | 2 | 10.0% |
| Value | Count | Frequency (%) | |
| ASCII | 20 | 100.0% |
DistanceFromHome
Real number (ℝ≥0)
| Distinct count | 29 |
|---|---|
| Unique (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.735257985257986 |
|---|---|
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 15 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.306546029 |
|---|---|
| Coefficient of variation (CV) | 0.8532435445 |
| Kurtosis | -0.4260285132 |
| Mean | 9.735257985 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.8685624445 |
| Sum | 15849 |
| Variance | 68.99870694 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 214 | 13.1% | |
| 2 | 211 | 13.0% | |
| 9 | 129 | 7.9% | |
| 10 | 90 | 5.5% | |
| 3 | 84 | 5.2% | |
| 7 | 82 | 5.0% | |
| 4 | 77 | 4.7% | |
| 5 | 76 | 4.7% | |
| 8 | 76 | 4.7% | |
| 6 | 56 | 3.4% | |
| Other values (19) | 533 | 32.7% |
| Value | Count | Frequency (%) | |
| 1 | 214 | 13.1% | |
| 2 | 211 | 13.0% | |
| 3 | 84 | 5.2% | |
| 4 | 77 | 4.7% | |
| 5 | 76 | 4.7% |
| Value | Count | Frequency (%) | |
| 29 | 41 | 2.5% | |
| 28 | 25 | 1.5% | |
| 27 | 13 | 0.8% | |
| 26 | 26 | 1.6% | |
| 25 | 33 | 2.0% |
Education
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8845208845208847 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.020469638 |
|---|---|
| Coefficient of variation (CV) | 0.3537743976 |
| Kurtosis | -0.5845982845 |
| Mean | 2.884520885 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3164886709 |
| Sum | 4696 |
| Variance | 1.041358283 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 3 | 644 | 39.6% | |
| 4 | 434 | 26.7% | |
| 2 | 306 | 18.8% | |
| 1 | 201 | 12.3% | |
| 5 | 43 | 2.6% |
| Value | Count | Frequency (%) | |
| 1 | 201 | 12.3% | |
| 2 | 306 | 18.8% | |
| 3 | 644 | 39.6% | |
| 4 | 434 | 26.7% | |
| 5 | 43 | 2.6% |
| Value | Count | Frequency (%) | |
| 5 | 43 | 2.6% | |
| 4 | 434 | 26.7% | |
| 3 | 644 | 39.6% | |
| 2 | 306 | 18.8% | |
| 1 | 201 | 12.3% |
EducationField
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other | 85 |
| Value | Count | Frequency (%) | |
| Life Sciences | 623 | 38.3% | |
| Medical | 521 | 32.0% | |
| Marketing | 197 | 12.1% | |
| Technical Degree | 162 | 10.0% | |
| Other | 85 | 5.2% | |
| Human Resources | 40 | 2.5% |
Length
| Max length | 16 |
|---|---|
| Mean length | 10.52579853 |
| Min length | 5 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 17 | 65.4% | |
| Uppercase_Letter | 8 | 30.8% | |
| Space_Separator | 1 | 3.8% |
| Value | Count | Frequency (%) | |
| Latin | 25 | 96.2% | |
| Common | 1 | 3.8% |
| Value | Count | Frequency (%) | |
| ASCII | 26 | 100.0% |
EmployeeNumber
Real number (ℝ≥0)
| Distinct count | 1000 |
|---|---|
| Unique (%) | 61.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1000.9858722358722 |
|---|---|
| Minimum | 1 |
| Maximum | 2068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 90.35 |
| Q1 | 509.25 |
| median | 977 |
| Q3 | 1494 |
| 95-th percentile | 1953.95 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range (IQR) | 984.75 |
Descriptive statistics
| Standard deviation | 585.4176938 |
|---|---|
| Coefficient of variation (CV) | 0.5848411152 |
| Kurtosis | -1.136645074 |
| Mean | 1000.985872 |
| Median Absolute Deviation (MAD) | 491 |
| Skewness | 0.08723216791 |
| Sum | 1629605 |
| Variance | 342713.8763 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.3% | |
| 514 | 5 | 0.3% | |
| 1486 | 5 | 0.3% | |
| 478 | 5 | 0.3% | |
| 485 | 5 | 0.3% | |
| 1467 | 5 | 0.3% | |
| 1457 | 5 | 0.3% | |
| 488 | 5 | 0.3% | |
| 492 | 5 | 0.3% | |
| 494 | 5 | 0.3% | |
| Other values (990) | 1578 | 96.9% |
| Value | Count | Frequency (%) | |
| 1 | 5 | 0.3% | |
| 2 | 1 | 0.1% | |
| 4 | 5 | 0.3% | |
| 5 | 1 | 0.1% | |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2068 | 1 | 0.1% | |
| 2062 | 1 | 0.1% | |
| 2061 | 1 | 0.1% | |
| 2060 | 1 | 0.1% | |
| 2057 | 1 | 0.1% |
EnvironmentSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 480 | 29.5% | |
| 4 | 472 | 29.0% | |
| 1 | 372 | 22.9% | |
| 2 | 304 | 18.7% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
Gender
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| Male | |
|---|---|
| Female |
| Value | Count | Frequency (%) | |
| Male | 996 | 61.2% | |
| Female | 632 | 38.8% |
Length
| Max length | 6 |
|---|---|
| Mean length | 4.776412776 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 4 | 66.7% | |
| Uppercase_Letter | 2 | 33.3% |
| Value | Count | Frequency (%) | |
| Latin | 6 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 6 | 100.0% |
JobInvolvement
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | 130 |
| 1 | 126 |
| Value | Count | Frequency (%) | |
| 3 | 925 | 56.8% | |
| 2 | 447 | 27.5% | |
| 4 | 130 | 8.0% | |
| 1 | 126 | 7.7% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
| Distinct count | 9 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Sales Representative | |
| Manufacturing Director | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Sales Executive | 365 | 22.4% | |
| Research Scientist | 341 | 20.9% | |
| Laboratory Technician | 310 | 19.0% | |
| Sales Representative | 172 | 10.6% | |
| Manufacturing Director | 121 | 7.4% | |
| Healthcare Representative | 110 | 6.8% | |
| Manager | 90 | 5.5% | |
| Human Resources | 72 | 4.4% | |
| Research Director | 47 | 2.9% |
Length
| Max length | 25 |
|---|---|
| Mean length | 18.11056511 |
| Min length | 7 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 20 | 69.0% | |
| Uppercase_Letter | 8 | 27.6% | |
| Space_Separator | 1 | 3.4% |
| Value | Count | Frequency (%) | |
| Latin | 28 | 96.6% | |
| Common | 1 | 3.4% |
| Value | Count | Frequency (%) | |
| ASCII | 29 | 100.0% |
JobSatisfaction
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| 3 | |
|---|---|
| 4 | |
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 3 | 529 | 32.5% | |
| 4 | 434 | 26.7% | |
| 1 | 356 | 21.9% | |
| 2 | 309 | 19.0% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
MaritalStatus
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
| Value | Count | Frequency (%) | |
| Married | 681 | 41.8% | |
| Single | 630 | 38.7% | |
| Divorced | 317 | 19.5% |
Length
| Max length | 8 |
|---|---|
| Mean length | 6.807739558 |
| Min length | 6 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 11 | 78.6% | |
| Uppercase_Letter | 3 | 21.4% |
| Value | Count | Frequency (%) | |
| Latin | 14 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 14 | 100.0% |
MonthlyIncome
Real number (ℝ≥0)
| Distinct count | 941 |
|---|---|
| Unique (%) | 57.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5785.52457002457 |
|---|---|
| Minimum | 1009 |
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2048.9 |
| Q1 | 2625 |
| median | 4304 |
| Q3 | 7124.25 |
| 95-th percentile | 16539.7 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 4499.25 |
Descriptive statistics
| Standard deviation | 4339.293147 |
|---|---|
| Coefficient of variation (CV) | 0.7500258783 |
| Kurtosis | 1.863724432 |
| Mean | 5785.52457 |
| Median Absolute Deviation (MAD) | 1896.5 |
| Skewness | 1.561332502 |
| Sum | 9418834 |
| Variance | 18829465.02 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2404 | 11 | 0.7% | |
| 5346 | 10 | 0.6% | |
| 2380 | 7 | 0.4% | |
| 2342 | 7 | 0.4% | |
| 2610 | 7 | 0.4% | |
| 9824 | 6 | 0.4% | |
| 2564 | 6 | 0.4% | |
| 2909 | 6 | 0.4% | |
| 2323 | 6 | 0.4% | |
| 2886 | 6 | 0.4% | |
| Other values (931) | 1556 | 95.6% |
| Value | Count | Frequency (%) | |
| 1009 | 5 | 0.3% | |
| 1051 | 1 | 0.1% | |
| 1052 | 1 | 0.1% | |
| 1081 | 5 | 0.3% | |
| 1118 | 5 | 0.3% |
| Value | Count | Frequency (%) | |
| 19999 | 1 | 0.1% | |
| 19973 | 1 | 0.1% | |
| 19926 | 1 | 0.1% | |
| 19859 | 5 | 0.3% | |
| 19847 | 1 | 0.1% |
| Distinct count | 10 |
|---|---|
| Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7616707616707616 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 198 |
| Zeros (%) | 12.2% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.54999527 |
|---|---|
| Coefficient of variation (CV) | 0.92335238 |
| Kurtosis | -0.1540142041 |
| Mean | 2.761670762 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.9859588452 |
| Sum | 4496 |
| Variance | 6.502475879 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 607 | 37.3% | |
| 0 | 198 | 12.2% | |
| 3 | 154 | 9.5% | |
| 2 | 152 | 9.3% | |
| 4 | 146 | 9.0% | |
| 6 | 98 | 6.0% | |
| 7 | 90 | 5.5% | |
| 5 | 70 | 4.3% | |
| 9 | 67 | 4.1% | |
| 8 | 46 | 2.8% |
| Value | Count | Frequency (%) | |
| 0 | 198 | 12.2% | |
| 1 | 607 | 37.3% | |
| 2 | 152 | 9.3% | |
| 3 | 154 | 9.5% | |
| 4 | 146 | 9.0% |
| Value | Count | Frequency (%) | |
| 9 | 67 | 4.1% | |
| 8 | 46 | 2.8% | |
| 7 | 90 | 5.5% | |
| 6 | 98 | 6.0% | |
| 5 | 70 | 4.3% |
OverTime
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 1000 | 61.4% | |
| Yes | 628 | 38.6% |
PercentSalaryHike
Real number (ℝ≥0)
| Distinct count | 15 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.207616707616708 |
|---|---|
| Minimum | 11 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.686703092 |
|---|---|
| Coefficient of variation (CV) | 0.2424247772 |
| Kurtosis | -0.2771366513 |
| Mean | 15.20761671 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.8311232246 |
| Sum | 24758 |
| Variance | 13.59177969 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 11 | 243 | 14.9% | |
| 12 | 222 | 13.6% | |
| 13 | 219 | 13.5% | |
| 14 | 199 | 12.2% | |
| 15 | 128 | 7.9% | |
| 16 | 103 | 6.3% | |
| 17 | 100 | 6.1% | |
| 18 | 93 | 5.7% | |
| 22 | 68 | 4.2% | |
| 19 | 68 | 4.2% | |
| Other values (5) | 185 | 11.4% |
| Value | Count | Frequency (%) | |
| 11 | 243 | 14.9% | |
| 12 | 222 | 13.6% | |
| 13 | 219 | 13.5% | |
| 14 | 199 | 12.2% | |
| 15 | 128 | 7.9% |
| Value | Count | Frequency (%) | |
| 25 | 18 | 1.1% | |
| 24 | 29 | 1.8% | |
| 23 | 32 | 2.0% | |
| 22 | 68 | 4.2% | |
| 21 | 56 | 3.4% |
PerformanceRating
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| 3 | |
|---|---|
| 4 | 253 |
| Value | Count | Frequency (%) | |
| 3 | 1375 | 84.5% | |
| 4 | 253 | 15.5% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 2 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 2 | 100.0% |
StockOptionLevel
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 135 |
| 3 | 100 |
| Value | Count | Frequency (%) | |
| 0 | 836 | 51.4% | |
| 1 | 557 | 34.2% | |
| 2 | 135 | 8.3% | |
| 3 | 100 | 6.1% |
Length
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| Common | 4 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 4 | 100.0% |
TotalWorkingYears
Real number (ℝ≥0)
| Distinct count | 39 |
|---|---|
| Unique (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.949017199017199 |
|---|---|
| Minimum | 0 |
| Maximum | 38 |
| Zeros | 15 |
| Zeros (%) | 0.9% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 8 |
| Q3 | 13 |
| 95-th percentile | 25 |
| Maximum | 38 |
| Range | 38 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.482935655 |
|---|---|
| Coefficient of variation (CV) | 0.7521281253 |
| Kurtosis | 1.147729867 |
| Mean | 9.949017199 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.169746211 |
| Sum | 16197 |
| Variance | 55.99432602 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 10 | 185 | 11.4% | |
| 1 | 160 | 9.8% | |
| 6 | 135 | 8.3% | |
| 8 | 125 | 7.7% | |
| 7 | 109 | 6.7% | |
| 5 | 98 | 6.0% | |
| 9 | 90 | 5.5% | |
| 4 | 79 | 4.9% | |
| 2 | 61 | 3.7% | |
| 3 | 59 | 3.6% | |
| Other values (29) | 527 | 32.4% |
| Value | Count | Frequency (%) | |
| 0 | 15 | 0.9% | |
| 1 | 160 | 9.8% | |
| 2 | 61 | 3.7% | |
| 3 | 59 | 3.6% | |
| 4 | 79 | 4.9% |
| Value | Count | Frequency (%) | |
| 38 | 1 | 0.1% | |
| 37 | 4 | 0.2% | |
| 36 | 3 | 0.2% | |
| 35 | 2 | 0.1% | |
| 34 | 9 | 0.6% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7524570024570023 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 74 |
| Zeros (%) | 4.5% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.288032994 |
|---|---|
| Coefficient of variation (CV) | 0.4679575349 |
| Kurtosis | 0.4875250536 |
| Mean | 2.752457002 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.4665967456 |
| Sum | 4481 |
| Variance | 1.659028993 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 610 | 37.5% | |
| 3 | 534 | 32.8% | |
| 4 | 139 | 8.5% | |
| 5 | 133 | 8.2% | |
| 1 | 78 | 4.8% | |
| 0 | 74 | 4.5% | |
| 6 | 60 | 3.7% |
| Value | Count | Frequency (%) | |
| 0 | 74 | 4.5% | |
| 1 | 78 | 4.8% | |
| 2 | 610 | 37.5% | |
| 3 | 534 | 32.8% | |
| 4 | 139 | 8.5% |
| Value | Count | Frequency (%) | |
| 6 | 60 | 3.7% | |
| 5 | 133 | 8.2% | |
| 4 | 139 | 8.5% | |
| 3 | 534 | 32.8% | |
| 2 | 610 | 37.5% |
| Distinct count | 36 |
|---|---|
| Unique (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.092751842751842 |
|---|---|
| Minimum | 0 |
| Maximum | 37 |
| Zeros | 73 |
| Zeros (%) | 4.5% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 20 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.921167973 |
|---|---|
| Coefficient of variation (CV) | 0.971838034 |
| Kurtosis | 4.775165785 |
| Mean | 6.092751843 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.943081467 |
| Sum | 9919 |
| Variance | 35.06023016 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1 | 283 | 17.4% | |
| 5 | 183 | 11.2% | |
| 2 | 176 | 10.8% | |
| 3 | 139 | 8.5% | |
| 4 | 119 | 7.3% | |
| 10 | 117 | 7.2% | |
| 7 | 88 | 5.4% | |
| 8 | 82 | 5.0% | |
| 9 | 79 | 4.9% | |
| 6 | 79 | 4.9% | |
| Other values (26) | 283 | 17.4% |
| Value | Count | Frequency (%) | |
| 0 | 73 | 4.5% | |
| 1 | 283 | 17.4% | |
| 2 | 176 | 10.8% | |
| 3 | 139 | 8.5% | |
| 4 | 119 | 7.3% |
| Value | Count | Frequency (%) | |
| 37 | 1 | 0.1% | |
| 36 | 2 | 0.1% | |
| 34 | 1 | 0.1% | |
| 33 | 9 | 0.6% | |
| 32 | 1 | 0.1% |
| Distinct count | 19 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.614864864864865 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros | 361 |
| Zeros (%) | 22.2% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.481050667 |
|---|---|
| Coefficient of variation (CV) | 0.9629822407 |
| Kurtosis | 0.9004442433 |
| Mean | 3.614864865 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.115556872 |
| Sum | 5885 |
| Variance | 12.11771375 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 437 | 26.8% | |
| 0 | 361 | 22.2% | |
| 7 | 219 | 13.5% | |
| 3 | 143 | 8.8% | |
| 4 | 109 | 6.7% | |
| 1 | 84 | 5.2% | |
| 8 | 76 | 4.7% | |
| 9 | 57 | 3.5% | |
| 10 | 26 | 1.6% | |
| 6 | 25 | 1.5% | |
| Other values (9) | 91 | 5.6% |
| Value | Count | Frequency (%) | |
| 0 | 361 | 22.2% | |
| 1 | 84 | 5.2% | |
| 2 | 437 | 26.8% | |
| 3 | 143 | 8.8% | |
| 4 | 109 | 6.7% |
| Value | Count | Frequency (%) | |
| 18 | 2 | 0.1% | |
| 17 | 3 | 0.2% | |
| 16 | 5 | 0.3% | |
| 15 | 5 | 0.3% | |
| 14 | 9 | 0.6% |
| Distinct count | 16 |
|---|---|
| Unique (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0491400491400493 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 696 |
| Zeros (%) | 42.8% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.138286755 |
|---|---|
| Coefficient of variation (CV) | 1.53151404 |
| Kurtosis | 4.06794973 |
| Mean | 2.049140049 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.071732248 |
| Sum | 3336 |
| Variance | 9.848843759 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 696 | 42.8% | |
| 1 | 363 | 22.3% | |
| 2 | 200 | 12.3% | |
| 7 | 98 | 6.0% | |
| 4 | 56 | 3.4% | |
| 3 | 43 | 2.6% | |
| 6 | 39 | 2.4% | |
| 5 | 32 | 2.0% | |
| 9 | 21 | 1.3% | |
| 11 | 19 | 1.2% | |
| Other values (6) | 61 | 3.7% |
| Value | Count | Frequency (%) | |
| 0 | 696 | 42.8% | |
| 1 | 363 | 22.3% | |
| 2 | 200 | 12.3% | |
| 3 | 43 | 2.6% | |
| 4 | 56 | 3.4% |
| Value | Count | Frequency (%) | |
| 15 | 13 | 0.8% | |
| 14 | 11 | 0.7% | |
| 13 | 11 | 0.7% | |
| 12 | 6 | 0.4% | |
| 11 | 19 | 1.2% |
| Distinct count | 18 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5515970515970516 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 414 |
| Zeros (%) | 25.4% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 3.494368623 |
|---|---|
| Coefficient of variation (CV) | 0.983886565 |
| Kurtosis | 0.516470596 |
| Mean | 3.551597052 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.015048751 |
| Sum | 5782 |
| Variance | 12.21061208 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0 | 414 | 25.4% | |
| 2 | 368 | 22.6% | |
| 7 | 221 | 13.6% | |
| 3 | 148 | 9.1% | |
| 8 | 98 | 6.0% | |
| 4 | 95 | 5.8% | |
| 1 | 94 | 5.8% | |
| 9 | 47 | 2.9% | |
| 5 | 29 | 1.8% | |
| 10 | 27 | 1.7% | |
| Other values (8) | 87 | 5.3% |
| Value | Count | Frequency (%) | |
| 0 | 414 | 25.4% | |
| 1 | 94 | 5.8% | |
| 2 | 368 | 22.6% | |
| 3 | 148 | 9.1% | |
| 4 | 95 | 5.8% |
| Value | Count | Frequency (%) | |
| 17 | 5 | 0.3% | |
| 16 | 1 | 0.1% | |
| 15 | 5 | 0.3% | |
| 14 | 13 | 0.8% | |
| 13 | 10 | 0.6% |
CommunicationSkill
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.135749385749386 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.408770357 |
|---|---|
| Coefficient of variation (CV) | 0.4492611442 |
| Kurtosis | -1.291879611 |
| Mean | 3.135749386 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1069868546 |
| Sum | 5105 |
| Variance | 1.984633919 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5 | 375 | 23.0% | |
| 4 | 342 | 21.0% | |
| 2 | 325 | 20.0% | |
| 3 | 313 | 19.2% | |
| 1 | 273 | 16.8% |
| Value | Count | Frequency (%) | |
| 1 | 273 | 16.8% | |
| 2 | 325 | 20.0% | |
| 3 | 313 | 19.2% | |
| 4 | 342 | 21.0% | |
| 5 | 375 | 23.0% |
| Value | Count | Frequency (%) | |
| 5 | 375 | 23.0% | |
| 4 | 342 | 21.0% | |
| 3 | 313 | 19.2% | |
| 2 | 325 | 20.0% | |
| 1 | 273 | 16.8% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Id | Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | JobInvolvement | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | CommunicationSkill | Behaviour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 30 | 0 | Non-Travel | Research & Development | 2 | 3 | Medical | 571 | 3 | Female | 3 | Laboratory Technician | 4 | Single | 2564 | 0 | No | 14 | 3 | 0 | 12 | 2 | 11 | 7 | 6 | 7 | 4 | 1 |
| 1 | 2 | 36 | 0 | Travel_Rarely | Research & Development | 12 | 4 | Life Sciences | 1614 | 3 | Female | 3 | Manufacturing Director | 3 | Married | 4663 | 9 | Yes | 12 | 3 | 2 | 7 | 2 | 3 | 2 | 1 | 1 | 2 | 1 |
| 2 | 3 | 55 | 1 | Travel_Rarely | Sales | 2 | 1 | Medical | 842 | 3 | Male | 3 | Sales Executive | 4 | Single | 5160 | 4 | No | 16 | 3 | 0 | 12 | 3 | 9 | 7 | 7 | 3 | 5 | 1 |
| 3 | 4 | 39 | 0 | Travel_Rarely | Research & Development | 24 | 1 | Life Sciences | 2014 | 1 | Male | 3 | Research Scientist | 4 | Single | 4108 | 7 | No | 13 | 3 | 0 | 18 | 2 | 7 | 7 | 1 | 7 | 4 | 1 |
| 4 | 5 | 37 | 0 | Travel_Rarely | Research & Development | 3 | 3 | Other | 689 | 3 | Male | 3 | Manufacturing Director | 3 | Married | 9434 | 1 | No | 15 | 3 | 1 | 10 | 2 | 10 | 7 | 7 | 8 | 1 | 1 |
| 5 | 6 | 31 | 0 | Travel_Rarely | Sales | 7 | 4 | Life Sciences | 941 | 2 | Male | 2 | Sales Representative | 3 | Married | 2329 | 3 | No | 15 | 3 | 0 | 13 | 2 | 7 | 7 | 5 | 2 | 2 | 1 |
| 6 | 7 | 32 | 1 | Travel_Rarely | Research & Development | 1 | 3 | Life Sciences | 331 | 4 | Male | 2 | Laboratory Technician | 3 | Single | 3730 | 0 | Yes | 14 | 3 | 0 | 4 | 2 | 3 | 2 | 1 | 2 | 1 | 1 |
| 7 | 8 | 33 | 0 | Travel_Rarely | Research & Development | 4 | 4 | Medical | 1502 | 1 | Female | 2 | Laboratory Technician | 2 | Married | 3838 | 8 | No | 11 | 3 | 0 | 8 | 5 | 5 | 4 | 0 | 2 | 5 | 1 |
| 8 | 9 | 35 | 0 | Travel_Frequently | Sales | 11 | 2 | Marketing | 1137 | 4 | Male | 3 | Sales Executive | 4 | Divorced | 4968 | 1 | No | 11 | 3 | 1 | 5 | 3 | 5 | 2 | 0 | 2 | 4 | 1 |
| 9 | 10 | 21 | 1 | Travel_Rarely | Sales | 7 | 1 | Marketing | 1780 | 2 | Male | 3 | Sales Representative | 2 | Single | 2679 | 1 | No | 13 | 3 | 0 | 1 | 3 | 1 | 0 | 1 | 0 | 5 | 1 |
Last rows
| Id | Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeNumber | EnvironmentSatisfaction | Gender | JobInvolvement | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | NumCompaniesWorked | OverTime | PercentSalaryHike | PerformanceRating | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | CommunicationSkill | Behaviour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1618 | 1619 | 29 | 1 | Travel_Rarely | Sales | 9 | 3 | Marketing | 1752 | 2 | Female | 1 | Sales Representative | 2 | Single | 2760 | 1 | No | 13 | 3 | 0 | 2 | 3 | 2 | 2 | 2 | 2 | 2 | 1 |
| 1619 | 1620 | 26 | 1 | Travel_Rarely | Sales | 8 | 3 | Technical Degree | 796 | 4 | Male | 2 | Sales Executive | 1 | Single | 5326 | 6 | No | 17 | 3 | 0 | 6 | 2 | 4 | 3 | 1 | 2 | 5 | 1 |
| 1620 | 1621 | 33 | 1 | Travel_Frequently | Research & Development | 3 | 3 | Life Sciences | 702 | 1 | Male | 3 | Research Scientist | 1 | Single | 3348 | 1 | Yes | 11 | 3 | 0 | 10 | 3 | 10 | 8 | 9 | 7 | 4 | 1 |
| 1621 | 1622 | 20 | 1 | Travel_Rarely | Research & Development | 10 | 1 | Medical | 701 | 4 | Male | 3 | Research Scientist | 3 | Single | 1009 | 1 | Yes | 11 | 3 | 0 | 1 | 5 | 1 | 0 | 1 | 1 | 4 | 1 |
| 1622 | 1623 | 49 | 1 | Travel_Rarely | Sales | 11 | 3 | Marketing | 840 | 3 | Female | 3 | Sales Executive | 4 | Married | 7654 | 1 | No | 18 | 3 | 2 | 9 | 3 | 9 | 8 | 7 | 7 | 2 | 1 |
| 1623 | 1624 | 42 | 1 | Travel_Frequently | Research & Development | 19 | 3 | Medical | 752 | 3 | Male | 4 | Research Scientist | 3 | Divorced | 2759 | 6 | Yes | 12 | 3 | 0 | 7 | 2 | 2 | 2 | 2 | 2 | 3 | 1 |
| 1624 | 1625 | 55 | 1 | Travel_Rarely | Sales | 2 | 1 | Medical | 842 | 3 | Male | 3 | Sales Executive | 4 | Single | 5160 | 4 | No | 16 | 3 | 0 | 12 | 3 | 9 | 7 | 7 | 3 | 5 | 1 |
| 1625 | 1626 | 25 | 1 | Travel_Rarely | Sales | 9 | 2 | Life Sciences | 1439 | 1 | Male | 2 | Sales Representative | 1 | Married | 4400 | 3 | No | 12 | 3 | 0 | 6 | 2 | 3 | 2 | 2 | 2 | 5 | 1 |
| 1626 | 1627 | 29 | 1 | Travel_Rarely | Human Resources | 13 | 3 | Human Resources | 1844 | 1 | Male | 2 | Human Resources | 1 | Divorced | 2335 | 4 | Yes | 15 | 3 | 3 | 4 | 3 | 2 | 2 | 2 | 0 | 5 | 1 |
| 1627 | 1628 | 29 | 1 | Travel_Rarely | Research & Development | 18 | 1 | Medical | 315 | 3 | Male | 2 | Research Scientist | 4 | Single | 2389 | 1 | Yes | 13 | 3 | 0 | 4 | 3 | 4 | 3 | 0 | 1 | 2 | 1 |